ZygoteRules

Last updated: Feb 8, 2026

Downloads last 30 days

12,560

Downloads last week

2,550

Downloads last day

516

Total Downloads
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Dependencies

4 packages (2 direct, 2 transitive)

PackageDepthDownloads
MacroTools
Direct
136,742
ChainRulesCore
Direct
66,592
Compat
Depth 2
123,656
TOML
Depth 3
839
Dependents

100 packages (17 direct, 83 transitive) · 24,713 downloads (last 30 days)

PackageDepthDownloads
Zygote
Direct
10,824
DistributionsAD
Direct
1,495
KernelFunctions
Direct
421
DiffEqGPU
Direct
162
BAT
Direct
66
ValueShapes
Direct
66
DiffEqSensitivity
Direct
46
Quadrature
Direct
16
Torch
Direct
10
SliceMap
Direct
8
GeometricMachineLearning
Direct
4
SpectralDistances
Direct
2
AbstractNeuralNetworks
Direct
1
BliContractor
Direct
0
ArrayAllez
Direct
0
ScatterNNlib
Direct
0
NamedPlus
Direct
0
Flux
Depth 2
6,228
Turing
Depth 2
2,055
SciMLSensitivity
Depth 2
1,131
CoordRefSystems
Depth 2
869
Surrogates
Depth 2
194
AbstractGPs
Depth 2
174
NeuralPDE
Depth 2
139
SignalTemporalLogic
Depth 2
91
PEPSKit
Depth 2
72
Transformers
Depth 2
46
PDMPFlux
Depth 2
41
FinancialMonteCarlo
Depth 2
35
ACEpotentials
Depth 2
35
NonconvexCore
Depth 2
33
NonconvexUtils
Depth 2
32
BetaML
Depth 2
32
GridapTopOpt
Depth 2
26
Crux
Depth 2
21
LaplaceRedux
Depth 2
21
Octofitter
Depth 2
18
MagNav
Depth 2
17
NonconvexMMA
Depth 2
15
InformationGeometry
Depth 2
15
RandomMeas
Depth 2
13
TNRKit
Depth 2
13
MGVI
Depth 2
11
FluxOptTools
Depth 2
10
TopOpt
Depth 2
10
EasyHybrid
Depth 2
10
NonconvexNLopt
Depth 2
9
SHTnsKit
Depth 2
9
ReinforcementLearningZoo
Depth 2
9
FluxTraining
Depth 2
9
NonconvexIpopt
Depth 2
9
LuxTestUtils
Depth 2
8
DeconvOptim
Depth 2
7
Stheno
Depth 2
7
AutoEncoderToolkit
Depth 2
6
RadiationSpectra
Depth 2
5
UniversalDiffEq
Depth 2
5
TASOPT
Depth 2
5
ArrayPadding
Depth 2
5
CounterfactualExplanations
Depth 2
5
SciMLExpectations
Depth 2
5
Effort
Depth 2
4
HighDimPDE
Depth 2
4
Fluxperimental
Depth 2
4
Sleipnir
Depth 2
4
JointEnergyModels
Depth 2
3
WaveOpticsPropagation
Depth 2
3
MOSLab
Depth 2
3
SimulationBasedInference
Depth 2
3
MLJGaussianProcesses
Depth 2
3
InducingPoints
Depth 2
3
MCMCLogDensityProblems
Depth 2
3
QuantumCircuits
Depth 2
3
TeneT
Depth 2
3
Newtrinos
Depth 2
3
ODINN
Depth 2
2
Solaris
Depth 2
2
NonlinearOptimizationTestFunctions
Depth 2
2
Celerite2
Depth 2
2
RobustNeuralNetworks
Depth 2
2
DiffFusion
Depth 2
2
NoiseModels
Depth 2
2
DeepCompartmentModels
Depth 2
2
Determinantal
Depth 2
2
CMBLensing
Depth 2
2
QuanEstimationBase
Depth 2
2
FluxOptics
Depth 2
1
Nevanlinna
Depth 2
1
HorseML
Depth 2
1
Tsunami
Depth 2
1
CalibrationTests
Depth 2
1
NeuralNetDiffEq
Depth 2
1
DistributedRelaxationTimes
Depth 2
1
ContinuousNormalizingFlows
Depth 2
1
AugmentedGaussianProcesses
Depth 2
1
ElectricGrid
Depth 2
1
Pioran
Depth 2
1
MonotoneSplines
Depth 2
1
QuantumNLDiffEq
Depth 2
1
AstroNbodySim
Depth 2
1